Solutions

Multi-agent AI career copilot: match, research, write, and plan in one workflow

Matcher, Researcher, Writer, and Strategist agents collaborate on apply pipelines, interview prep paths, and weekly reviews.

  • AI career copilot
  • multi-agent job search
  • guided job workflow

4

Specialist agents

3

Workflow goals

1

Unified result

SMTP

Your outreach

Definition

Definition: A multi-agent career copilot runs specialized steps in sequence, job matching, company research, outreach drafts, and weekly priorities, in a single workflow.

Capabilities

Each capability maps to a workflow you can run in the product today.

  • Matcher agent

    Ranks unapplied roles by skill fit and filters using your minimum match threshold.

  • Researcher agent

    Pulls company context for talking points before you write or interview.

  • Writer agent

    Drafts outreach subject lines and email previews tied to the top role.

  • Strategist agent

    Outputs weekly priorities and recommendations aligned with your goal.

How it works

  1. 1

    Choose a workflow goal

    Apply pipeline, interview ready, or weekly review.

  2. 2

    Optional: focus one job

    Pin a role or let Matcher pick the best unapplied match.

  3. 3

    Run the workflow

    Agents execute in sequence with visible step status.

  4. 4

    Act on recommendations

    Jump to Interview prep, Emails, or Applications from results.

Quick answers

Short answers to common search queries about this topic.

What is a multi-agent career copilot?

Instead of one generic prompt, specialized agents handle matching, research, writing, and planning, then combine outputs into one report.

When to use each goal

Apply pipeline when you want outreach drafts. Interview ready when you have a screen scheduled. Weekly review when you need focus for the next seven days.

  • apply_pipeline → match, research, draft email
  • interview_ready → focus role + research + prep path
  • weekly_review → pipeline snapshot + priorities

In-depth guide

When to run each copilot workflow

The multi-agent copilot is not one button for everything. Pick a goal first.

| Goal | Best for | You get | |------|----------|---------| | apply_pipeline | New outreach batch | Top match, research, draft email preview | | interview_ready | Screen in 48h | Focus role + research + prep path | | weekly_review | Monday planning | Pipeline snapshot + priorities |

Agent order (apply pipeline)

  1. Matcher, ranks unapplied roles by skill fit.
  2. Researcher, company context for personalization.
  3. Writer, subject line + email preview.
  4. Strategist, what to do this week after send.

You approve every send in Emails; copilot does not bypass your SMTP review step.

After the workflow

  • Apply pipeline → finalize in Emails, log in Applications.
  • Interview ready → continue to in-app Interview prep for STAR practice.
  • Weekly review → align with Career strategy regeneration the same day.

Questions about this solution

Answers from the Kyrolane team based on how customers use the product.

How long does a workflow take?
Typically 45–90 seconds depending on goal and number of roles analyzed.
Can I edit before sending?
Yes. Writer output is a preview; finalize in Emails before SMTP send.

Run your first workflow

Match roles, research companies, and draft outreach in one multi-agent workflow.